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This paper explores using fine-tuned LLMs to identify indicators of vulnerability (mental ill health, substance misuse, alcohol dependence, homelessness) in UK police incident logs, finding that while LLMs can produce meaningful prevalence estimates, they require careful methodological support and are not reliable for individual-level decisions.